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PyRAT: An Open-Source Python Library for Animal Behavior Analysis.

Authors :
De Almeida, Tulio Fernandes
Spinelli, Bruno Guedes
Hypolito Lima, Ramón
Gonzalez, Maria Carolina
Rodrigues, Abner Cardoso
Source :
Frontiers in Neuroscience; 5/9/2022, p1-9, 9p
Publication Year :
2022

Abstract

Here we developed an open-source Python-based library called Python rodent Analysis and Tracking (PyRAT). Our library analyzes tracking data to classify distinct behaviors, estimate traveled distance, speed and area occupancy. To classify and cluster behaviors, we used two unsupervised algorithms: hierarchical agglomerative clustering and t-distributed stochastic neighbor embedding (t-SNE). Finally, we built algorithms that associate the detected behaviors with synchronized neural data and facilitate the visualization of this association in the pixel space. PyRAT is fully available on GitHub: https://github.com/pyratlib/pyrat. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
16624548
Database :
Complementary Index
Journal :
Frontiers in Neuroscience
Publication Type :
Academic Journal
Accession number :
156781346
Full Text :
https://doi.org/10.3389/fnins.2022.779106